!unzip processed_celeba_small.zip

Archive:  processed_celeba_small.zip
   creating: processed_celeba_small/
  inflating: processed_celeba_small/.DS_Store  
   creating: __MACOSX/
   creating: __MACOSX/processed_celeba_small/
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   creating: processed_celeba_small/celeba/
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data_dir = 'processed_celeba_small/'

import pickle as pkl
import matplotlib.pyplot as plt
import numpy as np
import problem_unittests as tests

%matplotlib inline

import torch
from torchvision import datasets
from torchvision import transforms

def get_dataloader(batch_size, image_size, data_dir='processed_celeba_small/'):

    transform = transforms.Compose([
        transforms.Resize((image_size, image_size)),
        transforms.ToTensor()
    ])
    
    celeba_train = datasets.ImageFolder(root=data_dir, transform=transform)
    train_loader = torch.utils.data.DataLoader(dataset=celeba_train, 
                                               batch_size=batch_size,
                                               shuffle=True)
    
    return train_loader

batch_size = 128
img_size = 32

celeba_train_loader = get_dataloader(batch_size, img_size)

def imshow(img):
    npimg = img.numpy()
    plt.imshow(np.transpose(npimg, (1, 2, 0)))

dataiter = iter(celeba_train_loader)
images, _ = dataiter.next() 

fig = plt.figure(figsize=(20, 4))
plot_size=20
for idx in np.arange(plot_size):
    ax = fig.add_subplot(2, plot_size/2, idx+1, xticks=[], yticks=[])
    imshow(images[idx])

def scale(x, feature_range=(-1, 1)):

    min, max = feature_range
    x = x * (max - min) + min
    return x

img = images[0]
scaled_img = scale(img)

print('Min: ', scaled_img.min())
print('Max: ', scaled_img.max())

Min:  tensor(-0.7882)
Max:  tensor(0.9922)

import torch.nn as nn
import torch.nn.functional as F

def conv(in_channels, out_channels, kernel_size, stride=2, padding=1, batch_norm=True):

    layers = []
    conv_layer = nn.Conv2d(in_channels, out_channels, 
                           kernel_size, stride, padding, bias=False)
    
    layers.append(conv_layer)

    if batch_norm:
        layers.append(nn.BatchNorm2d(out_channels))
     
    return nn.Sequential(*layers)

class Discriminator(nn.Module):

    def __init__(self, conv_dim):

        super(Discriminator, self).__init__()


        self.conv_dim = conv_dim

        self.conv1 = conv(3, conv_dim, 4, batch_norm=False)
        self.conv2 = conv(conv_dim, conv_dim * 2, 4)
        self.conv3 = conv(conv_dim * 2, conv_dim * 4, 4)
        

        self.fc = nn.Linear(conv_dim*4*4*4, 1)

    def forward(self, x):

        out = F.leaky_relu(self.conv1(x), 0.2)
        out = F.leaky_relu(self.conv2(out), 0.2)
        out = F.leaky_relu(self.conv3(out), 0.2)
        

        out = out.view(-1, self.conv_dim*4*4*4)
        

        out = self.fc(out)        
        return out


tests.test_discriminator(Discriminator)

Tests Passed

def deconv(in_channels, out_channels, kernel_size, stride=2, padding=1, batch_norm=True):

    layers = []
    transpose_conv_layer = nn.ConvTranspose2d(in_channels, out_channels, 
                                              kernel_size, stride, padding, bias=False)

    layers.append(transpose_conv_layer)
    
    if batch_norm:

        layers.append(nn.BatchNorm2d(out_channels))
        
    return nn.Sequential(*layers)

class Generator(nn.Module):
    
    def __init__(self, z_size, conv_dim):

        super(Generator, self).__init__()


        self.conv_dim = conv_dim
        

        self.fc = nn.Linear(z_size, conv_dim*4*4*4)


        self.t_conv1 = deconv(conv_dim*4, conv_dim*2, 4)
        self.t_conv2 = deconv(conv_dim*2, conv_dim, 4)
        self.t_conv3 = deconv(conv_dim, 3, 4, batch_norm=False)
        

    def forward(self, x):

        out = self.fc(x)
        out = out.view(-1, self.conv_dim*4, 4, 4)
        

        out = F.relu(self.t_conv1(out))
        out = F.relu(self.t_conv2(out))
        

        out = self.t_conv3(out)
        out = torch.tanh(out)
        
        return out


tests.test_generator(Generator)

Tests Passed

def weights_init_normal(m):

    classname = m.__class__.__name__
    init_gain = 0.02
    

    if hasattr(m, 'weight') and (classname.find('Conv') != -1 or classname.find('Linear') != -1):
        nn.init.normal_(m.weight.data, 0.0, init_gain)

        if hasattr(m, 'bias') and m.bias is not None:
            nn.init.constant_(m.bias.data, 0.0)
    elif classname.find('BatchNorm2d') != -1:  
        nn.init.normal_(m.weight.data, 1.0, init_gain)
        nn.init.constant_(m.bias.data, 0.0)

def build_network(d_conv_dim, g_conv_dim, z_size):

    D = Discriminator(d_conv_dim)
    G = Generator(z_size=z_size, conv_dim=g_conv_dim)


    D.apply(weights_init_normal)
    G.apply(weights_init_normal)

    print(D)
    print()
    print(G)
    
    return D, G

Exercise: Define model hyperparameters

d_conv_dim = 32
g_conv_dim = 32
z_size = 100

D, G = build_network(d_conv_dim, g_conv_dim, z_size)

Discriminator(
  (conv1): Sequential(
    (0): Conv2d(3, 32, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
  )
  (conv2): Sequential(
    (0): Conv2d(32, 64, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (conv3): Sequential(
    (0): Conv2d(64, 128, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (fc): Linear(in_features=2048, out_features=1, bias=True)
)

Generator(
  (fc): Linear(in_features=100, out_features=2048, bias=True)
  (t_conv1): Sequential(
    (0): ConvTranspose2d(128, 64, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (t_conv2): Sequential(
    (0): ConvTranspose2d(64, 32, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(32, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (t_conv3): Sequential(
    (0): ConvTranspose2d(32, 3, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
  )
)

import torch


train_on_gpu = torch.cuda.is_available()
if not train_on_gpu:
    print('No GPU found. Please use a GPU to train your neural network.')
else:
    print('Training on GPU!')

Training on GPU!

def real_loss(D_out):

    batch_size = D_out.size(0)
    
    labels = torch.ones(batch_size)*0.9

   
    if train_on_gpu:
        labels = labels.cuda()
        
    criterion = nn.BCEWithLogitsLoss()
    
    loss = criterion(D_out.squeeze(), labels)
    return loss

def fake_loss(D_out):

    batch_size = D_out.size(0)
    
    labels = torch.zeros(batch_size) 
    if train_on_gpu:
        labels = labels.cuda()
    
    criterion = nn.BCEWithLogitsLoss()
    
    loss = criterion(D_out.squeeze(), labels)
    return loss

import torch.optim as optim


lr = 0.0002
beta1=0.5
beta2=0.999 

d_optimizer = optim.Adam(D.parameters(), lr, [beta1, beta2])
g_optimizer = optim.Adam(G.parameters(), lr, [beta1, beta2])

def train(D, G, n_epochs, print_every=50):


    if train_on_gpu:
        D.cuda()
        G.cuda()

    samples = []
    losses = []

    sample_size=16
    fixed_z = np.random.uniform(-1, 1, size=(sample_size, z_size))
    fixed_z = torch.from_numpy(fixed_z).float()

    if train_on_gpu:
        fixed_z = fixed_z.cuda()


    for epoch in range(n_epochs):


        for batch_i, (real_images, _) in enumerate(celeba_train_loader):

            batch_size = real_images.size(0)
            real_images = scale(real_images)


            d_optimizer.zero_grad()
    
            if train_on_gpu:
                real_images = real_images.cuda()
            
            D_real = D(real_images)
            d_real_loss = real_loss(D_real)
            
            z = np.random.uniform(-1, 1, size=(batch_size, z_size))
            z = torch.from_numpy(z).float()
            

            if train_on_gpu:
                z = z.cuda()
            
            fake_images = G(z)
                 
            D_fake = D(fake_images)
            d_fake_loss = fake_loss(D_fake)            

            d_loss = d_real_loss + d_fake_loss
            d_loss.backward()
            d_optimizer.step()

            g_optimizer.zero_grad()

            z = np.random.uniform(-1, 1, size=(batch_size, z_size))
            z = torch.from_numpy(z).float()

            if train_on_gpu:
                z = z.cuda()
            fake_images = G(z)
        
            D_fake = D(fake_images)
            g_loss = real_loss(D_fake)
        
            g_loss.backward()
            g_optimizer.step()
            
            if batch_i % print_every == 0:

                losses.append((d_loss.item(), g_loss.item()))

                print('Epoch [{:5d}/{:5d}] | d_loss: {:6.4f} | g_loss: {:6.4f}'.format(
                        epoch+1, n_epochs, d_loss.item(), g_loss.item()))

        samples_z = G(fixed_z)
        samples.append(samples_z)
        G.train()

    with open('train_samples.pkl', 'wb') as f:
        pkl.dump(samples, f)
    
    return losses

n_epochs = 50


losses = train(D, G, n_epochs=n_epochs)

Epoch [    1/   50] | d_loss: 1.4792 | g_loss: 1.0655
Epoch [    1/   50] | d_loss: 0.4490 | g_loss: 3.2824
Epoch [    1/   50] | d_loss: 0.5760 | g_loss: 3.2504
Epoch [    1/   50] | d_loss: 0.5206 | g_loss: 2.3862
Epoch [    1/   50] | d_loss: 0.8316 | g_loss: 3.0200
Epoch [    1/   50] | d_loss: 0.9340 | g_loss: 3.0397
Epoch [    1/   50] | d_loss: 0.7617 | g_loss: 1.8822
Epoch [    1/   50] | d_loss: 0.9264 | g_loss: 1.7918
Epoch [    1/   50] | d_loss: 0.9579 | g_loss: 1.4526
Epoch [    1/   50] | d_loss: 0.8969 | g_loss: 1.4893
Epoch [    1/   50] | d_loss: 1.0899 | g_loss: 1.0535
Epoch [    1/   50] | d_loss: 0.9831 | g_loss: 1.3506
Epoch [    1/   50] | d_loss: 0.9845 | g_loss: 1.6306
Epoch [    1/   50] | d_loss: 0.9848 | g_loss: 1.6915
Epoch [    1/   50] | d_loss: 1.0164 | g_loss: 1.5213
Epoch [    2/   50] | d_loss: 1.0969 | g_loss: 1.1370
Epoch [    2/   50] | d_loss: 1.0172 | g_loss: 1.1046
Epoch [    2/   50] | d_loss: 1.0912 | g_loss: 0.9472
Epoch [    2/   50] | d_loss: 1.1292 | g_loss: 0.9236
Epoch [    2/   50] | d_loss: 1.1534 | g_loss: 0.9483
Epoch [    2/   50] | d_loss: 1.1600 | g_loss: 1.6187
Epoch [    2/   50] | d_loss: 1.0870 | g_loss: 1.0557
Epoch [    2/   50] | d_loss: 1.1968 | g_loss: 1.4117
Epoch [    2/   50] | d_loss: 1.0576 | g_loss: 1.1917
Epoch [    2/   50] | d_loss: 1.1266 | g_loss: 1.0470
Epoch [    2/   50] | d_loss: 1.1095 | g_loss: 1.3344
Epoch [    2/   50] | d_loss: 1.1542 | g_loss: 1.2721
Epoch [    2/   50] | d_loss: 1.1237 | g_loss: 0.9619
Epoch [    2/   50] | d_loss: 1.2730 | g_loss: 0.8426
Epoch [    2/   50] | d_loss: 0.8770 | g_loss: 1.3542
Epoch [    3/   50] | d_loss: 1.1876 | g_loss: 1.1867
Epoch [    3/   50] | d_loss: 1.3351 | g_loss: 0.8451
Epoch [    3/   50] | d_loss: 1.0537 | g_loss: 1.1971
Epoch [    3/   50] | d_loss: 1.2709 | g_loss: 1.0881
Epoch [    3/   50] | d_loss: 1.1523 | g_loss: 1.1717
Epoch [    3/   50] | d_loss: 1.3475 | g_loss: 1.2561
Epoch [    3/   50] | d_loss: 1.1394 | g_loss: 1.1310
Epoch [    3/   50] | d_loss: 1.4598 | g_loss: 1.8448
Epoch [    3/   50] | d_loss: 1.2244 | g_loss: 0.9677
Epoch [    3/   50] | d_loss: 1.1613 | g_loss: 1.4835
Epoch [    3/   50] | d_loss: 1.0256 | g_loss: 1.3113
Epoch [    3/   50] | d_loss: 1.0154 | g_loss: 1.1321
Epoch [    3/   50] | d_loss: 1.1190 | g_loss: 0.9249
Epoch [    3/   50] | d_loss: 1.0891 | g_loss: 1.2305
Epoch [    3/   50] | d_loss: 1.2138 | g_loss: 1.0903
Epoch [    4/   50] | d_loss: 1.2105 | g_loss: 1.2796
Epoch [    4/   50] | d_loss: 1.0382 | g_loss: 1.1425
Epoch [    4/   50] | d_loss: 1.0514 | g_loss: 1.3244
Epoch [    4/   50] | d_loss: 1.0038 | g_loss: 1.1968
Epoch [    4/   50] | d_loss: 1.1698 | g_loss: 0.7512
Epoch [    4/   50] | d_loss: 1.1255 | g_loss: 1.0372
Epoch [    4/   50] | d_loss: 1.2153 | g_loss: 1.1766
Epoch [    4/   50] | d_loss: 1.1567 | g_loss: 0.9726
Epoch [    4/   50] | d_loss: 1.2130 | g_loss: 1.2582
Epoch [    4/   50] | d_loss: 1.0782 | g_loss: 1.4353
Epoch [    4/   50] | d_loss: 1.2787 | g_loss: 1.4352
Epoch [    4/   50] | d_loss: 1.1339 | g_loss: 1.1664
Epoch [    4/   50] | d_loss: 1.1922 | g_loss: 0.8300
Epoch [    4/   50] | d_loss: 1.0777 | g_loss: 1.1924
Epoch [    4/   50] | d_loss: 1.1216 | g_loss: 1.0265
Epoch [    5/   50] | d_loss: 1.0816 | g_loss: 0.8815
Epoch [    5/   50] | d_loss: 1.1867 | g_loss: 1.6553
Epoch [    5/   50] | d_loss: 1.1124 | g_loss: 1.1459
Epoch [    5/   50] | d_loss: 1.1454 | g_loss: 1.4898
Epoch [    5/   50] | d_loss: 1.1474 | g_loss: 1.3819
Epoch [    5/   50] | d_loss: 1.0149 | g_loss: 1.0517
Epoch [    5/   50] | d_loss: 1.1719 | g_loss: 1.3680
Epoch [    5/   50] | d_loss: 1.0482 | g_loss: 1.1438
Epoch [    5/   50] | d_loss: 1.1787 | g_loss: 1.1442
Epoch [    5/   50] | d_loss: 1.0551 | g_loss: 1.4778
Epoch [    5/   50] | d_loss: 1.1402 | g_loss: 1.1430
Epoch [    5/   50] | d_loss: 1.1052 | g_loss: 1.8034
Epoch [    5/   50] | d_loss: 1.1202 | g_loss: 1.0043
Epoch [    5/   50] | d_loss: 1.0844 | g_loss: 1.1303
Epoch [    5/   50] | d_loss: 1.0208 | g_loss: 1.6966
Epoch [    6/   50] | d_loss: 0.9540 | g_loss: 1.1664
Epoch [    6/   50] | d_loss: 1.0200 | g_loss: 0.9209
Epoch [    6/   50] | d_loss: 0.9860 | g_loss: 1.1297
Epoch [    6/   50] | d_loss: 1.0249 | g_loss: 1.1779
Epoch [    6/   50] | d_loss: 1.0501 | g_loss: 1.2622
Epoch [    6/   50] | d_loss: 1.1065 | g_loss: 1.6377
Epoch [    6/   50] | d_loss: 1.2331 | g_loss: 1.8686
Epoch [    6/   50] | d_loss: 0.9400 | g_loss: 1.1714
Epoch [    6/   50] | d_loss: 1.0366 | g_loss: 0.8900
Epoch [    6/   50] | d_loss: 0.9656 | g_loss: 1.2424
Epoch [    6/   50] | d_loss: 1.0078 | g_loss: 0.9023
Epoch [    6/   50] | d_loss: 1.3015 | g_loss: 0.5791
Epoch [    6/   50] | d_loss: 0.9337 | g_loss: 1.7577
Epoch [    6/   50] | d_loss: 1.2382 | g_loss: 0.7702
Epoch [    6/   50] | d_loss: 1.1125 | g_loss: 0.9370
Epoch [    7/   50] | d_loss: 1.1262 | g_loss: 0.7062
Epoch [    7/   50] | d_loss: 1.0878 | g_loss: 1.0692
Epoch [    7/   50] | d_loss: 0.9354 | g_loss: 1.4237
Epoch [    7/   50] | d_loss: 1.0742 | g_loss: 1.1808
Epoch [    7/   50] | d_loss: 1.1469 | g_loss: 1.5854
Epoch [    7/   50] | d_loss: 1.1964 | g_loss: 0.6697
Epoch [    7/   50] | d_loss: 1.0992 | g_loss: 1.6171
Epoch [    7/   50] | d_loss: 1.2430 | g_loss: 0.9399
Epoch [    7/   50] | d_loss: 0.9823 | g_loss: 0.9860
Epoch [    7/   50] | d_loss: 0.8960 | g_loss: 1.2435
Epoch [    7/   50] | d_loss: 0.8647 | g_loss: 1.1847
Epoch [    7/   50] | d_loss: 0.7636 | g_loss: 1.5926
Epoch [    7/   50] | d_loss: 0.9949 | g_loss: 1.0855
Epoch [    7/   50] | d_loss: 0.9069 | g_loss: 2.0941
Epoch [    7/   50] | d_loss: 1.0470 | g_loss: 1.2563
Epoch [    8/   50] | d_loss: 0.9008 | g_loss: 1.1624
Epoch [    8/   50] | d_loss: 0.9076 | g_loss: 1.3802
Epoch [    8/   50] | d_loss: 1.0431 | g_loss: 1.2536
Epoch [    8/   50] | d_loss: 1.0339 | g_loss: 1.0608
Epoch [    8/   50] | d_loss: 0.8628 | g_loss: 0.9843
Epoch [    8/   50] | d_loss: 0.9169 | g_loss: 1.1547
Epoch [    8/   50] | d_loss: 1.0782 | g_loss: 1.7951
Epoch [    8/   50] | d_loss: 0.9797 | g_loss: 1.1209
Epoch [    8/   50] | d_loss: 1.1282 | g_loss: 1.1776
Epoch [    8/   50] | d_loss: 0.9162 | g_loss: 1.5873
Epoch [    8/   50] | d_loss: 1.3639 | g_loss: 0.8548
Epoch [    8/   50] | d_loss: 1.0068 | g_loss: 1.1309
Epoch [    8/   50] | d_loss: 0.9820 | g_loss: 0.9699
Epoch [    8/   50] | d_loss: 0.9186 | g_loss: 0.9124
Epoch [    8/   50] | d_loss: 0.8159 | g_loss: 1.6750
Epoch [    9/   50] | d_loss: 1.0341 | g_loss: 1.9583
Epoch [    9/   50] | d_loss: 1.0517 | g_loss: 1.4974
Epoch [    9/   50] | d_loss: 0.9764 | g_loss: 1.1544
Epoch [    9/   50] | d_loss: 0.8874 | g_loss: 1.7073
Epoch [    9/   50] | d_loss: 0.8041 | g_loss: 1.9611
Epoch [    9/   50] | d_loss: 0.8825 | g_loss: 1.6086
Epoch [    9/   50] | d_loss: 0.9101 | g_loss: 1.4165
Epoch [    9/   50] | d_loss: 0.9529 | g_loss: 1.7459
Epoch [    9/   50] | d_loss: 0.7684 | g_loss: 1.3888
Epoch [    9/   50] | d_loss: 0.8228 | g_loss: 1.3449
Epoch [    9/   50] | d_loss: 1.1099 | g_loss: 1.2708
Epoch [    9/   50] | d_loss: 0.9218 | g_loss: 1.7526
Epoch [    9/   50] | d_loss: 1.1336 | g_loss: 1.0471
Epoch [    9/   50] | d_loss: 0.8772 | g_loss: 1.4061
Epoch [    9/   50] | d_loss: 0.9889 | g_loss: 1.3382
Epoch [   10/   50] | d_loss: 0.9221 | g_loss: 1.3195
Epoch [   10/   50] | d_loss: 0.8771 | g_loss: 1.6196
Epoch [   10/   50] | d_loss: 0.8618 | g_loss: 1.3854
Epoch [   10/   50] | d_loss: 0.9675 | g_loss: 1.7950
Epoch [   10/   50] | d_loss: 0.8992 | g_loss: 1.4228
Epoch [   10/   50] | d_loss: 1.1070 | g_loss: 1.0073
Epoch [   10/   50] | d_loss: 0.9898 | g_loss: 1.1592
Epoch [   10/   50] | d_loss: 0.8681 | g_loss: 1.4437
Epoch [   10/   50] | d_loss: 1.0079 | g_loss: 1.2821
Epoch [   10/   50] | d_loss: 0.8617 | g_loss: 1.4195
Epoch [   10/   50] | d_loss: 0.8945 | g_loss: 1.6757
Epoch [   10/   50] | d_loss: 0.9093 | g_loss: 1.0065
Epoch [   10/   50] | d_loss: 1.0590 | g_loss: 1.2331
Epoch [   10/   50] | d_loss: 1.0586 | g_loss: 1.5395
Epoch [   10/   50] | d_loss: 0.8715 | g_loss: 1.4926
Epoch [   11/   50] | d_loss: 0.8950 | g_loss: 0.9699
Epoch [   11/   50] | d_loss: 0.9442 | g_loss: 1.5861
Epoch [   11/   50] | d_loss: 0.9622 | g_loss: 1.1893
Epoch [   11/   50] | d_loss: 0.9576 | g_loss: 1.4533
Epoch [   11/   50] | d_loss: 0.8188 | g_loss: 1.5788
Epoch [   11/   50] | d_loss: 1.0012 | g_loss: 1.9682
Epoch [   11/   50] | d_loss: 0.9642 | g_loss: 1.5155
Epoch [   11/   50] | d_loss: 1.2231 | g_loss: 1.0454
Epoch [   11/   50] | d_loss: 0.8333 | g_loss: 1.6627
Epoch [   11/   50] | d_loss: 0.9532 | g_loss: 1.8321
Epoch [   11/   50] | d_loss: 1.0788 | g_loss: 1.5954
Epoch [   11/   50] | d_loss: 0.8240 | g_loss: 1.8198
Epoch [   11/   50] | d_loss: 0.8841 | g_loss: 2.2621
Epoch [   11/   50] | d_loss: 0.9283 | g_loss: 2.1672
Epoch [   11/   50] | d_loss: 0.8825 | g_loss: 1.4507
Epoch [   12/   50] | d_loss: 0.9089 | g_loss: 1.1752
Epoch [   12/   50] | d_loss: 0.9665 | g_loss: 1.9070
Epoch [   12/   50] | d_loss: 1.3372 | g_loss: 2.5726
Epoch [   12/   50] | d_loss: 0.9387 | g_loss: 1.6744
Epoch [   12/   50] | d_loss: 0.8625 | g_loss: 1.3376
Epoch [   12/   50] | d_loss: 0.9213 | g_loss: 1.1540
Epoch [   12/   50] | d_loss: 1.0127 | g_loss: 1.6191
Epoch [   12/   50] | d_loss: 0.8486 | g_loss: 1.6542
Epoch [   12/   50] | d_loss: 0.8946 | g_loss: 1.6027
Epoch [   12/   50] | d_loss: 0.8871 | g_loss: 2.2426
Epoch [   12/   50] | d_loss: 0.9095 | g_loss: 1.3712
Epoch [   12/   50] | d_loss: 0.7774 | g_loss: 1.7516
Epoch [   12/   50] | d_loss: 0.8290 | g_loss: 2.0427
Epoch [   12/   50] | d_loss: 2.1107 | g_loss: 4.6255
Epoch [   12/   50] | d_loss: 0.8573 | g_loss: 1.7838
Epoch [   13/   50] | d_loss: 0.8554 | g_loss: 1.9563
Epoch [   13/   50] | d_loss: 0.8943 | g_loss: 2.1996
Epoch [   13/   50] | d_loss: 0.9977 | g_loss: 1.0448
Epoch [   13/   50] | d_loss: 0.9716 | g_loss: 1.2986
Epoch [   13/   50] | d_loss: 0.8313 | g_loss: 1.4633
Epoch [   13/   50] | d_loss: 1.0541 | g_loss: 0.9989
Epoch [   13/   50] | d_loss: 0.9457 | g_loss: 1.2145
Epoch [   13/   50] | d_loss: 0.9040 | g_loss: 1.2614
Epoch [   13/   50] | d_loss: 0.9761 | g_loss: 2.2896
Epoch [   13/   50] | d_loss: 0.9433 | g_loss: 1.7564
Epoch [   13/   50] | d_loss: 0.8733 | g_loss: 1.7161
Epoch [   13/   50] | d_loss: 0.8729 | g_loss: 1.1954
Epoch [   13/   50] | d_loss: 0.6742 | g_loss: 1.9424
Epoch [   13/   50] | d_loss: 0.7887 | g_loss: 1.7283
Epoch [   13/   50] | d_loss: 0.6922 | g_loss: 1.6567
Epoch [   14/   50] | d_loss: 1.4351 | g_loss: 0.9419
Epoch [   14/   50] | d_loss: 0.9305 | g_loss: 1.0430
Epoch [   14/   50] | d_loss: 1.1352 | g_loss: 2.6064
Epoch [   14/   50] | d_loss: 1.0640 | g_loss: 2.0019
Epoch [   14/   50] | d_loss: 0.8647 | g_loss: 1.2609
Epoch [   14/   50] | d_loss: 0.8918 | g_loss: 1.5851
Epoch [   14/   50] | d_loss: 0.9332 | g_loss: 1.5779
Epoch [   14/   50] | d_loss: 0.8587 | g_loss: 1.5119
Epoch [   14/   50] | d_loss: 0.7596 | g_loss: 1.3978
Epoch [   14/   50] | d_loss: 1.1643 | g_loss: 2.3665
Epoch [   14/   50] | d_loss: 0.7878 | g_loss: 1.6051
Epoch [   14/   50] | d_loss: 0.7791 | g_loss: 1.2124
Epoch [   14/   50] | d_loss: 0.7341 | g_loss: 1.9448
Epoch [   14/   50] | d_loss: 0.6482 | g_loss: 1.5902
Epoch [   14/   50] | d_loss: 0.8409 | g_loss: 2.4737
Epoch [   15/   50] | d_loss: 0.7810 | g_loss: 1.8650
Epoch [   15/   50] | d_loss: 1.7070 | g_loss: 2.6196
Epoch [   15/   50] | d_loss: 0.7539 | g_loss: 2.0607
Epoch [   15/   50] | d_loss: 0.7137 | g_loss: 1.5244
Epoch [   15/   50] | d_loss: 0.8265 | g_loss: 1.4149
Epoch [   15/   50] | d_loss: 0.8014 | g_loss: 1.4733
Epoch [   15/   50] | d_loss: 0.8437 | g_loss: 1.2919
Epoch [   15/   50] | d_loss: 0.7786 | g_loss: 1.2048
Epoch [   15/   50] | d_loss: 0.9172 | g_loss: 1.9090
Epoch [   15/   50] | d_loss: 0.8082 | g_loss: 1.6774
Epoch [   15/   50] | d_loss: 0.9053 | g_loss: 2.2745
Epoch [   15/   50] | d_loss: 1.0698 | g_loss: 2.5824
Epoch [   15/   50] | d_loss: 0.8728 | g_loss: 2.0451
Epoch [   15/   50] | d_loss: 1.0076 | g_loss: 0.8618
Epoch [   15/   50] | d_loss: 0.8079 | g_loss: 1.6456
Epoch [   16/   50] | d_loss: 0.6434 | g_loss: 2.1373
Epoch [   16/   50] | d_loss: 0.8590 | g_loss: 1.8549
Epoch [   16/   50] | d_loss: 1.0088 | g_loss: 2.1294
Epoch [   16/   50] | d_loss: 0.7759 | g_loss: 1.3979
Epoch [   16/   50] | d_loss: 0.9551 | g_loss: 2.5645
Epoch [   16/   50] | d_loss: 0.7133 | g_loss: 2.1627
Epoch [   16/   50] | d_loss: 0.9259 | g_loss: 1.9415
Epoch [   16/   50] | d_loss: 0.7375 | g_loss: 2.1258
Epoch [   16/   50] | d_loss: 0.5965 | g_loss: 2.3971
Epoch [   16/   50] | d_loss: 0.6800 | g_loss: 1.4888
Epoch [   16/   50] | d_loss: 0.8931 | g_loss: 2.1450
Epoch [   16/   50] | d_loss: 0.8648 | g_loss: 1.7074
Epoch [   16/   50] | d_loss: 1.0728 | g_loss: 1.0336
Epoch [   16/   50] | d_loss: 0.7574 | g_loss: 3.2107
Epoch [   16/   50] | d_loss: 0.8988 | g_loss: 2.2677
Epoch [   17/   50] | d_loss: 0.8970 | g_loss: 1.2935
Epoch [   17/   50] | d_loss: 1.1326 | g_loss: 1.6833
Epoch [   17/   50] | d_loss: 0.9679 | g_loss: 1.1345
Epoch [   17/   50] | d_loss: 0.7446 | g_loss: 1.6117
Epoch [   17/   50] | d_loss: 0.8056 | g_loss: 1.7443
Epoch [   17/   50] | d_loss: 0.7690 | g_loss: 1.8854
Epoch [   17/   50] | d_loss: 0.9644 | g_loss: 1.3574
Epoch [   17/   50] | d_loss: 0.8164 | g_loss: 1.3697
Epoch [   17/   50] | d_loss: 1.0148 | g_loss: 1.0453
Epoch [   17/   50] | d_loss: 0.6947 | g_loss: 1.5690
Epoch [   17/   50] | d_loss: 0.8653 | g_loss: 1.5075
Epoch [   17/   50] | d_loss: 0.7097 | g_loss: 1.7244
Epoch [   17/   50] | d_loss: 0.8387 | g_loss: 2.0529
Epoch [   17/   50] | d_loss: 0.6357 | g_loss: 1.8313
Epoch [   17/   50] | d_loss: 0.7598 | g_loss: 1.6442
Epoch [   18/   50] | d_loss: 0.6556 | g_loss: 2.6250
Epoch [   18/   50] | d_loss: 0.7329 | g_loss: 1.5911
Epoch [   18/   50] | d_loss: 0.6386 | g_loss: 1.7118
Epoch [   18/   50] | d_loss: 0.7625 | g_loss: 1.7268
Epoch [   18/   50] | d_loss: 0.9086 | g_loss: 1.5235
Epoch [   18/   50] | d_loss: 0.5737 | g_loss: 1.9337
Epoch [   18/   50] | d_loss: 0.7117 | g_loss: 1.6895
Epoch [   18/   50] | d_loss: 0.6921 | g_loss: 1.9250
Epoch [   18/   50] | d_loss: 0.8058 | g_loss: 2.1762
Epoch [   18/   50] | d_loss: 0.7716 | g_loss: 1.4187
Epoch [   18/   50] | d_loss: 0.7497 | g_loss: 1.5511
Epoch [   18/   50] | d_loss: 0.8006 | g_loss: 2.1061
Epoch [   18/   50] | d_loss: 0.7297 | g_loss: 1.6972
Epoch [   18/   50] | d_loss: 1.0806 | g_loss: 2.7164
Epoch [   18/   50] | d_loss: 0.7160 | g_loss: 1.8697
Epoch [   19/   50] | d_loss: 0.6789 | g_loss: 1.6185
Epoch [   19/   50] | d_loss: 0.6272 | g_loss: 1.8302
Epoch [   19/   50] | d_loss: 0.7709 | g_loss: 1.9550
Epoch [   19/   50] | d_loss: 0.7199 | g_loss: 1.9759
Epoch [   19/   50] | d_loss: 0.8256 | g_loss: 1.3315
Epoch [   19/   50] | d_loss: 0.7211 | g_loss: 2.1599
Epoch [   19/   50] | d_loss: 0.8067 | g_loss: 2.4997
Epoch [   19/   50] | d_loss: 0.9734 | g_loss: 3.0985
Epoch [   19/   50] | d_loss: 0.7116 | g_loss: 1.3797
Epoch [   19/   50] | d_loss: 0.6950 | g_loss: 1.6319
Epoch [   19/   50] | d_loss: 0.8911 | g_loss: 2.2528
Epoch [   19/   50] | d_loss: 0.6752 | g_loss: 2.0940
Epoch [   19/   50] | d_loss: 0.7971 | g_loss: 1.9108
Epoch [   19/   50] | d_loss: 0.7161 | g_loss: 1.7527
Epoch [   19/   50] | d_loss: 0.7515 | g_loss: 1.6834
Epoch [   20/   50] | d_loss: 0.6437 | g_loss: 1.9582
Epoch [   20/   50] | d_loss: 0.6183 | g_loss: 2.0493
Epoch [   20/   50] | d_loss: 0.6913 | g_loss: 1.7502
Epoch [   20/   50] | d_loss: 1.5101 | g_loss: 2.3976
Epoch [   20/   50] | d_loss: 0.6863 | g_loss: 1.6802
Epoch [   20/   50] | d_loss: 0.8696 | g_loss: 1.2182
Epoch [   20/   50] | d_loss: 0.6478 | g_loss: 1.7763
Epoch [   20/   50] | d_loss: 0.6288 | g_loss: 2.1067
Epoch [   20/   50] | d_loss: 0.6950 | g_loss: 2.0300
Epoch [   20/   50] | d_loss: 0.7602 | g_loss: 2.0046
Epoch [   20/   50] | d_loss: 2.1415 | g_loss: 0.3916
Epoch [   20/   50] | d_loss: 0.7411 | g_loss: 1.7011
Epoch [   20/   50] | d_loss: 0.6051 | g_loss: 2.1516
Epoch [   20/   50] | d_loss: 0.7111 | g_loss: 1.2711
Epoch [   20/   50] | d_loss: 0.7188 | g_loss: 1.9042
Epoch [   21/   50] | d_loss: 0.9060 | g_loss: 1.0099
Epoch [   21/   50] | d_loss: 1.4512 | g_loss: 3.1643
Epoch [   21/   50] | d_loss: 0.6567 | g_loss: 1.4568
Epoch [   21/   50] | d_loss: 0.6201 | g_loss: 1.3929
Epoch [   21/   50] | d_loss: 0.6977 | g_loss: 2.1666
Epoch [   21/   50] | d_loss: 0.6460 | g_loss: 1.5199
Epoch [   21/   50] | d_loss: 0.6183 | g_loss: 2.7743
Epoch [   21/   50] | d_loss: 1.5657 | g_loss: 0.8699
Epoch [   21/   50] | d_loss: 0.7223 | g_loss: 1.5118
Epoch [   21/   50] | d_loss: 0.6952 | g_loss: 2.0515
Epoch [   21/   50] | d_loss: 0.6866 | g_loss: 1.6146
Epoch [   21/   50] | d_loss: 0.6516 | g_loss: 2.2039
Epoch [   21/   50] | d_loss: 0.6798 | g_loss: 1.9937
Epoch [   21/   50] | d_loss: 0.8837 | g_loss: 1.2267
Epoch [   21/   50] | d_loss: 0.5710 | g_loss: 2.6809
Epoch [   22/   50] | d_loss: 0.6358 | g_loss: 2.2910
Epoch [   22/   50] | d_loss: 0.5517 | g_loss: 2.6116
Epoch [   22/   50] | d_loss: 1.9934 | g_loss: 0.8338
Epoch [   22/   50] | d_loss: 0.6213 | g_loss: 2.3617
Epoch [   22/   50] | d_loss: 0.7557 | g_loss: 1.5226
Epoch [   22/   50] | d_loss: 0.8014 | g_loss: 1.5697
Epoch [   22/   50] | d_loss: 0.6344 | g_loss: 2.3859
Epoch [   22/   50] | d_loss: 0.6803 | g_loss: 1.9211
Epoch [   22/   50] | d_loss: 0.6753 | g_loss: 1.8117
Epoch [   22/   50] | d_loss: 0.6492 | g_loss: 2.0726
Epoch [   22/   50] | d_loss: 0.7156 | g_loss: 1.6531
Epoch [   22/   50] | d_loss: 0.6414 | g_loss: 1.8597
Epoch [   22/   50] | d_loss: 0.6959 | g_loss: 2.0065
Epoch [   22/   50] | d_loss: 0.6635 | g_loss: 2.3331
Epoch [   22/   50] | d_loss: 0.7382 | g_loss: 2.0499
Epoch [   23/   50] | d_loss: 0.7113 | g_loss: 2.7555
Epoch [   23/   50] | d_loss: 0.7206 | g_loss: 2.3727
Epoch [   23/   50] | d_loss: 0.6273 | g_loss: 2.2033
Epoch [   23/   50] | d_loss: 0.6725 | g_loss: 1.3858
Epoch [   23/   50] | d_loss: 0.5918 | g_loss: 2.2378
Epoch [   23/   50] | d_loss: 0.5870 | g_loss: 1.9723
Epoch [   23/   50] | d_loss: 0.6812 | g_loss: 1.8849
Epoch [   23/   50] | d_loss: 0.9916 | g_loss: 2.7312
Epoch [   23/   50] | d_loss: 0.6750 | g_loss: 2.1100
Epoch [   23/   50] | d_loss: 0.6820 | g_loss: 1.7313
Epoch [   23/   50] | d_loss: 0.5599 | g_loss: 1.1466
Epoch [   23/   50] | d_loss: 1.2244 | g_loss: 0.3888
Epoch [   23/   50] | d_loss: 0.5982 | g_loss: 1.7753
Epoch [   23/   50] | d_loss: 0.7151 | g_loss: 1.8636
Epoch [   23/   50] | d_loss: 0.6921 | g_loss: 2.5675
Epoch [   24/   50] | d_loss: 0.6915 | g_loss: 1.8788
Epoch [   24/   50] | d_loss: 0.6538 | g_loss: 2.3818
Epoch [   24/   50] | d_loss: 1.3588 | g_loss: 3.3505
Epoch [   24/   50] | d_loss: 0.7076 | g_loss: 1.5784
Epoch [   24/   50] | d_loss: 0.5562 | g_loss: 2.1549
Epoch [   24/   50] | d_loss: 0.5739 | g_loss: 2.4982
Epoch [   24/   50] | d_loss: 0.5442 | g_loss: 1.9673
Epoch [   24/   50] | d_loss: 0.7783 | g_loss: 1.7192
Epoch [   24/   50] | d_loss: 0.6760 | g_loss: 2.0328
Epoch [   24/   50] | d_loss: 0.7132 | g_loss: 1.2962
Epoch [   24/   50] | d_loss: 0.6552 | g_loss: 2.0962
Epoch [   24/   50] | d_loss: 0.9211 | g_loss: 1.8232
Epoch [   24/   50] | d_loss: 0.7679 | g_loss: 1.8043
Epoch [   24/   50] | d_loss: 0.5854 | g_loss: 2.7178
Epoch [   24/   50] | d_loss: 0.7100 | g_loss: 1.9222
Epoch [   25/   50] | d_loss: 0.6283 | g_loss: 3.1917
Epoch [   25/   50] | d_loss: 0.7403 | g_loss: 2.3532
Epoch [   25/   50] | d_loss: 0.5936 | g_loss: 2.1808
Epoch [   25/   50] | d_loss: 0.6658 | g_loss: 1.7121
Epoch [   25/   50] | d_loss: 0.6119 | g_loss: 2.3767
Epoch [   25/   50] | d_loss: 0.6449 | g_loss: 3.4594
Epoch [   25/   50] | d_loss: 0.8114 | g_loss: 1.2765
Epoch [   25/   50] | d_loss: 0.5906 | g_loss: 1.4613
Epoch [   25/   50] | d_loss: 2.0066 | g_loss: 5.2423
Epoch [   25/   50] | d_loss: 0.5687 | g_loss: 2.1178
Epoch [   25/   50] | d_loss: 0.6148 | g_loss: 2.1702
Epoch [   25/   50] | d_loss: 0.5535 | g_loss: 1.6150
Epoch [   25/   50] | d_loss: 0.7676 | g_loss: 1.5965
Epoch [   25/   50] | d_loss: 0.5466 | g_loss: 2.6888
Epoch [   25/   50] | d_loss: 0.7230 | g_loss: 1.9852
Epoch [   26/   50] | d_loss: 0.7279 | g_loss: 2.4064
Epoch [   26/   50] | d_loss: 0.6210 | g_loss: 1.9743
Epoch [   26/   50] | d_loss: 0.6734 | g_loss: 1.6008
Epoch [   26/   50] | d_loss: 1.6133 | g_loss: 4.4933
Epoch [   26/   50] | d_loss: 0.6254 | g_loss: 2.5693
Epoch [   26/   50] | d_loss: 0.5554 | g_loss: 2.6803
Epoch [   26/   50] | d_loss: 0.5586 | g_loss: 2.3409
Epoch [   26/   50] | d_loss: 0.5450 | g_loss: 2.1654
Epoch [   26/   50] | d_loss: 1.7348 | g_loss: 1.0065
Epoch [   26/   50] | d_loss: 0.8252 | g_loss: 2.5873
Epoch [   26/   50] | d_loss: 0.6619 | g_loss: 1.8223
Epoch [   26/   50] | d_loss: 0.6716 | g_loss: 2.3827
Epoch [   26/   50] | d_loss: 0.6310 | g_loss: 2.0976
Epoch [   26/   50] | d_loss: 0.6401 | g_loss: 2.1416
Epoch [   26/   50] | d_loss: 0.5698 | g_loss: 2.1809
Epoch [   27/   50] | d_loss: 0.5565 | g_loss: 2.0308
Epoch [   27/   50] | d_loss: 0.7179 | g_loss: 1.9161
Epoch [   27/   50] | d_loss: 1.6417 | g_loss: 0.7169
Epoch [   27/   50] | d_loss: 0.9534 | g_loss: 1.3699
Epoch [   27/   50] | d_loss: 0.6387 | g_loss: 2.4342
Epoch [   27/   50] | d_loss: 0.6211 | g_loss: 1.8090
Epoch [   27/   50] | d_loss: 0.9232 | g_loss: 1.6407
Epoch [   27/   50] | d_loss: 0.6345 | g_loss: 2.1868
Epoch [   27/   50] | d_loss: 0.6189 | g_loss: 1.1628
Epoch [   27/   50] | d_loss: 0.5555 | g_loss: 2.0934
Epoch [   27/   50] | d_loss: 0.7200 | g_loss: 2.0263
Epoch [   27/   50] | d_loss: 0.6327 | g_loss: 2.2357
Epoch [   27/   50] | d_loss: 0.6176 | g_loss: 2.1285
Epoch [   27/   50] | d_loss: 0.5810 | g_loss: 2.3881
Epoch [   27/   50] | d_loss: 0.5812 | g_loss: 1.8238
Epoch [   28/   50] | d_loss: 0.6965 | g_loss: 2.2175
Epoch [   28/   50] | d_loss: 1.3094 | g_loss: 0.5056
Epoch [   28/   50] | d_loss: 0.7872 | g_loss: 2.6019
Epoch [   28/   50] | d_loss: 0.6088 | g_loss: 2.2079
Epoch [   28/   50] | d_loss: 0.5275 | g_loss: 2.6870
Epoch [   28/   50] | d_loss: 0.6069 | g_loss: 2.0579
Epoch [   28/   50] | d_loss: 0.6063 | g_loss: 1.9699
Epoch [   28/   50] | d_loss: 0.5587 | g_loss: 2.3034
Epoch [   28/   50] | d_loss: 0.6934 | g_loss: 2.0295
Epoch [   28/   50] | d_loss: 2.0006 | g_loss: 0.4099
Epoch [   28/   50] | d_loss: 0.5266 | g_loss: 2.7833
Epoch [   28/   50] | d_loss: 0.6534 | g_loss: 2.4324
Epoch [   28/   50] | d_loss: 0.5542 | g_loss: 2.3090
Epoch [   28/   50] | d_loss: 0.5379 | g_loss: 2.5213
Epoch [   28/   50] | d_loss: 0.5784 | g_loss: 2.8648
Epoch [   29/   50] | d_loss: 0.5546 | g_loss: 2.6775
Epoch [   29/   50] | d_loss: 0.6567 | g_loss: 1.5032
Epoch [   29/   50] | d_loss: 0.5888 | g_loss: 2.7161
Epoch [   29/   50] | d_loss: 0.8833 | g_loss: 2.7507
Epoch [   29/   50] | d_loss: 0.5994 | g_loss: 1.6824
Epoch [   29/   50] | d_loss: 0.5994 | g_loss: 1.9553
Epoch [   29/   50] | d_loss: 0.5761 | g_loss: 2.0038
Epoch [   29/   50] | d_loss: 0.6753 | g_loss: 2.6625
Epoch [   29/   50] | d_loss: 0.5801 | g_loss: 2.1237
Epoch [   29/   50] | d_loss: 0.6834 | g_loss: 1.5323
Epoch [   29/   50] | d_loss: 0.5875 | g_loss: 2.2383
Epoch [   29/   50] | d_loss: 0.9366 | g_loss: 2.1888
Epoch [   29/   50] | d_loss: 0.7234 | g_loss: 1.8551
Epoch [   29/   50] | d_loss: 0.5947 | g_loss: 2.4354
Epoch [   29/   50] | d_loss: 0.5156 | g_loss: 2.5250
Epoch [   30/   50] | d_loss: 0.5565 | g_loss: 2.2790
Epoch [   30/   50] | d_loss: 0.5382 | g_loss: 2.3280
Epoch [   30/   50] | d_loss: 0.7029 | g_loss: 2.7586
Epoch [   30/   50] | d_loss: 0.5270 | g_loss: 2.3064
Epoch [   30/   50] | d_loss: 0.6965 | g_loss: 2.8063
Epoch [   30/   50] | d_loss: 0.5578 | g_loss: 2.8564
Epoch [   30/   50] | d_loss: 0.6098 | g_loss: 2.2401
Epoch [   30/   50] | d_loss: 0.5638 | g_loss: 2.3079
Epoch [   30/   50] | d_loss: 0.6297 | g_loss: 3.0560
Epoch [   30/   50] | d_loss: 1.4190 | g_loss: 1.2012
Epoch [   30/   50] | d_loss: 1.2284 | g_loss: 1.3322
Epoch [   30/   50] | d_loss: 0.6479 | g_loss: 1.4281
Epoch [   30/   50] | d_loss: 0.5223 | g_loss: 2.5152
Epoch [   30/   50] | d_loss: 0.5345 | g_loss: 1.7174
Epoch [   30/   50] | d_loss: 0.6579 | g_loss: 1.4640
Epoch [   31/   50] | d_loss: 0.6010 | g_loss: 1.9333
Epoch [   31/   50] | d_loss: 0.5659 | g_loss: 2.3105
Epoch [   31/   50] | d_loss: 0.5635 | g_loss: 2.4793
Epoch [   31/   50] | d_loss: 0.5431 | g_loss: 2.5272
Epoch [   31/   50] | d_loss: 0.6190 | g_loss: 2.6196
Epoch [   31/   50] | d_loss: 0.5554 | g_loss: 2.6532
Epoch [   31/   50] | d_loss: 0.5471 | g_loss: 2.5370
Epoch [   31/   50] | d_loss: 0.7062 | g_loss: 1.6182
Epoch [   31/   50] | d_loss: 0.6589 | g_loss: 1.5705
Epoch [   31/   50] | d_loss: 0.5285 | g_loss: 2.5135
Epoch [   31/   50] | d_loss: 0.6355 | g_loss: 2.4037
Epoch [   31/   50] | d_loss: 1.8360 | g_loss: 1.2280
Epoch [   31/   50] | d_loss: 0.5829 | g_loss: 2.2187
Epoch [   31/   50] | d_loss: 0.5902 | g_loss: 2.4957
Epoch [   31/   50] | d_loss: 0.5425 | g_loss: 2.4274
Epoch [   32/   50] | d_loss: 0.5323 | g_loss: 2.0432
Epoch [   32/   50] | d_loss: 0.5131 | g_loss: 2.5336
Epoch [   32/   50] | d_loss: 0.5554 | g_loss: 2.7299
Epoch [   32/   50] | d_loss: 0.6461 | g_loss: 1.5265
Epoch [   32/   50] | d_loss: 0.5693 | g_loss: 2.0951
Epoch [   32/   50] | d_loss: 0.5540 | g_loss: 2.0560
Epoch [   32/   50] | d_loss: 0.6084 | g_loss: 1.8681
Epoch [   32/   50] | d_loss: 0.5895 | g_loss: 2.1584
Epoch [   32/   50] | d_loss: 0.5930 | g_loss: 2.1410
Epoch [   32/   50] | d_loss: 0.6577 | g_loss: 2.1452
Epoch [   32/   50] | d_loss: 0.7544 | g_loss: 1.5037
Epoch [   32/   50] | d_loss: 0.5743 | g_loss: 2.0583
Epoch [   32/   50] | d_loss: 0.5237 | g_loss: 2.8147
Epoch [   32/   50] | d_loss: 0.6847 | g_loss: 1.8297
Epoch [   32/   50] | d_loss: 0.5069 | g_loss: 2.9632
Epoch [   33/   50] | d_loss: 0.6424 | g_loss: 2.3733
Epoch [   33/   50] | d_loss: 0.5815 | g_loss: 2.5386
Epoch [   33/   50] | d_loss: 0.7247 | g_loss: 2.5080
Epoch [   33/   50] | d_loss: 0.6452 | g_loss: 1.9939
Epoch [   33/   50] | d_loss: 0.6126 | g_loss: 1.9687
Epoch [   33/   50] | d_loss: 0.5846 | g_loss: 2.0000
Epoch [   33/   50] | d_loss: 0.8650 | g_loss: 1.7543
Epoch [   33/   50] | d_loss: 0.8112 | g_loss: 1.4413
Epoch [   33/   50] | d_loss: 0.5477 | g_loss: 2.4149
Epoch [   33/   50] | d_loss: 0.6315 | g_loss: 2.8308
Epoch [   33/   50] | d_loss: 0.5542 | g_loss: 2.3360
Epoch [   33/   50] | d_loss: 0.5552 | g_loss: 2.7264
Epoch [   33/   50] | d_loss: 0.5894 | g_loss: 2.0588
Epoch [   33/   50] | d_loss: 0.5127 | g_loss: 2.0391
Epoch [   33/   50] | d_loss: 0.6950 | g_loss: 2.5238
Epoch [   34/   50] | d_loss: 1.8601 | g_loss: 3.6860
Epoch [   34/   50] | d_loss: 0.6352 | g_loss: 2.2218
Epoch [   34/   50] | d_loss: 0.4855 | g_loss: 2.3046
Epoch [   34/   50] | d_loss: 0.5421 | g_loss: 1.9532
Epoch [   34/   50] | d_loss: 0.5838 | g_loss: 2.0107
Epoch [   34/   50] | d_loss: 0.4678 | g_loss: 3.2160
Epoch [   34/   50] | d_loss: 0.5645 | g_loss: 1.9445
Epoch [   34/   50] | d_loss: 0.4903 | g_loss: 2.5083
Epoch [   34/   50] | d_loss: 0.4781 | g_loss: 2.4164
Epoch [   34/   50] | d_loss: 0.4781 | g_loss: 2.5750
Epoch [   34/   50] | d_loss: 0.6168 | g_loss: 1.9773
Epoch [   34/   50] | d_loss: 0.6455 | g_loss: 1.8167
Epoch [   34/   50] | d_loss: 0.4918 | g_loss: 3.0954
Epoch [   34/   50] | d_loss: 0.5484 | g_loss: 2.2389
Epoch [   34/   50] | d_loss: 0.5316 | g_loss: 2.8752
Epoch [   35/   50] | d_loss: 0.7442 | g_loss: 1.6109
Epoch [   35/   50] | d_loss: 0.4857 | g_loss: 2.5337
Epoch [   35/   50] | d_loss: 2.3493 | g_loss: 0.8007
Epoch [   35/   50] | d_loss: 0.6130 | g_loss: 2.3676
Epoch [   35/   50] | d_loss: 0.5378 | g_loss: 2.9238
Epoch [   35/   50] | d_loss: 0.4788 | g_loss: 2.1985
Epoch [   35/   50] | d_loss: 0.5741 | g_loss: 2.3612
Epoch [   35/   50] | d_loss: 0.7627 | g_loss: 2.8537
Epoch [   35/   50] | d_loss: 0.5064 | g_loss: 1.8047
Epoch [   35/   50] | d_loss: 1.6217 | g_loss: 2.1523
Epoch [   35/   50] | d_loss: 0.5784 | g_loss: 1.8740
Epoch [   35/   50] | d_loss: 0.5838 | g_loss: 2.8001
Epoch [   35/   50] | d_loss: 0.5200 | g_loss: 2.7194
Epoch [   35/   50] | d_loss: 0.7356 | g_loss: 3.0331
Epoch [   35/   50] | d_loss: 0.6535 | g_loss: 3.0190
Epoch [   36/   50] | d_loss: 0.5446 | g_loss: 2.7406
Epoch [   36/   50] | d_loss: 0.5381 | g_loss: 3.5286
Epoch [   36/   50] | d_loss: 0.5408 | g_loss: 2.0386
Epoch [   36/   50] | d_loss: 0.9729 | g_loss: 4.6109
Epoch [   36/   50] | d_loss: 0.5716 | g_loss: 2.5233
Epoch [   36/   50] | d_loss: 0.5320 | g_loss: 2.3418
Epoch [   36/   50] | d_loss: 0.6776 | g_loss: 1.7340
Epoch [   36/   50] | d_loss: 0.6603 | g_loss: 3.1662
Epoch [   36/   50] | d_loss: 0.7387 | g_loss: 2.1976
Epoch [   36/   50] | d_loss: 0.6465 | g_loss: 2.7174
Epoch [   36/   50] | d_loss: 0.6020 | g_loss: 2.3478
Epoch [   36/   50] | d_loss: 0.5329 | g_loss: 2.1041
Epoch [   36/   50] | d_loss: 0.6796 | g_loss: 4.5123
Epoch [   36/   50] | d_loss: 0.5483 | g_loss: 3.0009
Epoch [   36/   50] | d_loss: 0.6708 | g_loss: 3.2020
Epoch [   37/   50] | d_loss: 0.6006 | g_loss: 2.9596
Epoch [   37/   50] | d_loss: 0.6004 | g_loss: 2.4866
Epoch [   37/   50] | d_loss: 0.5956 | g_loss: 3.2280
Epoch [   37/   50] | d_loss: 1.1196 | g_loss: 0.7655
Epoch [   37/   50] | d_loss: 0.6667 | g_loss: 1.7619
Epoch [   37/   50] | d_loss: 0.6144 | g_loss: 1.9950
Epoch [   37/   50] | d_loss: 0.6264 | g_loss: 2.0681
Epoch [   37/   50] | d_loss: 0.7463 | g_loss: 1.6228
Epoch [   37/   50] | d_loss: 0.5463 | g_loss: 2.1925
Epoch [   37/   50] | d_loss: 0.5081 | g_loss: 2.4541
Epoch [   37/   50] | d_loss: 0.5588 | g_loss: 2.6318
Epoch [   37/   50] | d_loss: 0.5020 | g_loss: 3.3222
Epoch [   37/   50] | d_loss: 0.5350 | g_loss: 2.4678
Epoch [   37/   50] | d_loss: 0.5350 | g_loss: 2.4799
Epoch [   37/   50] | d_loss: 0.5625 | g_loss: 2.2547
Epoch [   38/   50] | d_loss: 0.6184 | g_loss: 3.3362
Epoch [   38/   50] | d_loss: 0.5065 | g_loss: 2.7704
Epoch [   38/   50] | d_loss: 0.8314 | g_loss: 3.9929
Epoch [   38/   50] | d_loss: 0.5297 | g_loss: 2.3899
Epoch [   38/   50] | d_loss: 0.5290 | g_loss: 2.2192
Epoch [   38/   50] | d_loss: 0.5179 | g_loss: 2.5349
Epoch [   38/   50] | d_loss: 0.5355 | g_loss: 2.5852
Epoch [   38/   50] | d_loss: 1.9159 | g_loss: 1.0400
Epoch [   38/   50] | d_loss: 0.6379 | g_loss: 2.0242
Epoch [   38/   50] | d_loss: 0.5900 | g_loss: 2.1725
Epoch [   38/   50] | d_loss: 0.5807 | g_loss: 1.5781
Epoch [   38/   50] | d_loss: 0.6082 | g_loss: 2.1075
Epoch [   38/   50] | d_loss: 0.7534 | g_loss: 3.4332
Epoch [   38/   50] | d_loss: 0.5145 | g_loss: 2.2263
Epoch [   38/   50] | d_loss: 0.5842 | g_loss: 2.7228
Epoch [   39/   50] | d_loss: 0.9532 | g_loss: 1.1589
Epoch [   39/   50] | d_loss: 0.6148 | g_loss: 1.8867
Epoch [   39/   50] | d_loss: 0.4741 | g_loss: 2.4047
Epoch [   39/   50] | d_loss: 0.5723 | g_loss: 2.6921
Epoch [   39/   50] | d_loss: 1.1453 | g_loss: 1.2441
Epoch [   39/   50] | d_loss: 0.5035 | g_loss: 2.6702
Epoch [   39/   50] | d_loss: 0.5045 | g_loss: 2.7807
Epoch [   39/   50] | d_loss: 0.4785 | g_loss: 2.5791
Epoch [   39/   50] | d_loss: 0.5323 | g_loss: 3.0475
Epoch [   39/   50] | d_loss: 0.5792 | g_loss: 3.3577
Epoch [   39/   50] | d_loss: 0.5194 | g_loss: 2.6980
Epoch [   39/   50] | d_loss: 0.5811 | g_loss: 2.3221
Epoch [   39/   50] | d_loss: 0.5588 | g_loss: 3.0279
Epoch [   39/   50] | d_loss: 0.4706 | g_loss: 3.1501
Epoch [   39/   50] | d_loss: 0.4505 | g_loss: 2.8339
Epoch [   40/   50] | d_loss: 0.6834 | g_loss: 1.9974
Epoch [   40/   50] | d_loss: 0.5673 | g_loss: 3.1652
Epoch [   40/   50] | d_loss: 1.4969 | g_loss: 1.2121
Epoch [   40/   50] | d_loss: 0.5897 | g_loss: 2.4670
Epoch [   40/   50] | d_loss: 0.6066 | g_loss: 3.1833
Epoch [   40/   50] | d_loss: 0.5526 | g_loss: 1.8712
Epoch [   40/   50] | d_loss: 0.5457 | g_loss: 2.6978
Epoch [   40/   50] | d_loss: 0.6161 | g_loss: 3.1629
Epoch [   40/   50] | d_loss: 0.5782 | g_loss: 2.5940
Epoch [   40/   50] | d_loss: 0.5814 | g_loss: 2.6579
Epoch [   40/   50] | d_loss: 1.4593 | g_loss: 1.3284
Epoch [   40/   50] | d_loss: 0.5654 | g_loss: 2.0651
Epoch [   40/   50] | d_loss: 0.5468 | g_loss: 2.4056
Epoch [   40/   50] | d_loss: 0.4202 | g_loss: 2.8874
Epoch [   40/   50] | d_loss: 0.6001 | g_loss: 2.9777
Epoch [   41/   50] | d_loss: 0.5244 | g_loss: 2.9621
Epoch [   41/   50] | d_loss: 0.4722 | g_loss: 2.5366
Epoch [   41/   50] | d_loss: 0.5501 | g_loss: 3.6125
Epoch [   41/   50] | d_loss: 0.4762 | g_loss: 2.5198
Epoch [   41/   50] | d_loss: 0.5102 | g_loss: 2.5108
Epoch [   41/   50] | d_loss: 0.4911 | g_loss: 2.2645
Epoch [   41/   50] | d_loss: 0.5907 | g_loss: 1.8675
Epoch [   41/   50] | d_loss: 0.6525 | g_loss: 2.2577
Epoch [   41/   50] | d_loss: 0.4980 | g_loss: 2.3105
Epoch [   41/   50] | d_loss: 0.5308 | g_loss: 2.6748
Epoch [   41/   50] | d_loss: 0.8335 | g_loss: 2.9313
Epoch [   41/   50] | d_loss: 0.5383 | g_loss: 2.2888
Epoch [   41/   50] | d_loss: 0.4791 | g_loss: 3.1117
Epoch [   41/   50] | d_loss: 0.4990 | g_loss: 2.7830
Epoch [   41/   50] | d_loss: 1.0889 | g_loss: 0.5819
Epoch [   42/   50] | d_loss: 1.5384 | g_loss: 3.5836
Epoch [   42/   50] | d_loss: 0.4902 | g_loss: 2.4847
Epoch [   42/   50] | d_loss: 0.5085 | g_loss: 2.3157
Epoch [   42/   50] | d_loss: 0.7130 | g_loss: 2.2580
Epoch [   42/   50] | d_loss: 0.4508 | g_loss: 2.7647
Epoch [   42/   50] | d_loss: 0.4841 | g_loss: 2.7062
Epoch [   42/   50] | d_loss: 0.4934 | g_loss: 2.6704
Epoch [   42/   50] | d_loss: 0.6892 | g_loss: 2.2193
Epoch [   42/   50] | d_loss: 0.4940 | g_loss: 3.1125
Epoch [   42/   50] | d_loss: 0.6365 | g_loss: 2.4546
Epoch [   42/   50] | d_loss: 0.7425 | g_loss: 1.4849
Epoch [   42/   50] | d_loss: 0.4423 | g_loss: 2.8220
Epoch [   42/   50] | d_loss: 0.5019 | g_loss: 2.4674
Epoch [   42/   50] | d_loss: 1.5105 | g_loss: 0.4076
Epoch [   42/   50] | d_loss: 0.5217 | g_loss: 2.0922
Epoch [   43/   50] | d_loss: 0.5138 | g_loss: 1.9096
Epoch [   43/   50] | d_loss: 0.5532 | g_loss: 2.7905
Epoch [   43/   50] | d_loss: 0.8601 | g_loss: 1.1462
Epoch [   43/   50] | d_loss: 0.5097 | g_loss: 2.6073
Epoch [   43/   50] | d_loss: 0.5559 | g_loss: 2.4867
Epoch [   43/   50] | d_loss: 0.4517 | g_loss: 2.5780
Epoch [   43/   50] | d_loss: 0.4857 | g_loss: 2.8404
Epoch [   43/   50] | d_loss: 0.5429 | g_loss: 2.3437
Epoch [   43/   50] | d_loss: 0.8994 | g_loss: 4.7977
Epoch [   43/   50] | d_loss: 0.4875 | g_loss: 3.1166
Epoch [   43/   50] | d_loss: 0.5505 | g_loss: 2.1253
Epoch [   43/   50] | d_loss: 0.5450 | g_loss: 2.5582
Epoch [   43/   50] | d_loss: 0.8466 | g_loss: 3.6847
Epoch [   43/   50] | d_loss: 0.5165 | g_loss: 2.4206
Epoch [   43/   50] | d_loss: 0.5323 | g_loss: 2.6354
Epoch [   44/   50] | d_loss: 0.5566 | g_loss: 2.7690
Epoch [   44/   50] | d_loss: 0.4657 | g_loss: 3.5470
Epoch [   44/   50] | d_loss: 0.4804 | g_loss: 3.5198
Epoch [   44/   50] | d_loss: 0.6021 | g_loss: 1.8947
Epoch [   44/   50] | d_loss: 0.5155 | g_loss: 3.3127
Epoch [   44/   50] | d_loss: 0.5783 | g_loss: 2.8283
Epoch [   44/   50] | d_loss: 0.4951 | g_loss: 1.4294
Epoch [   44/   50] | d_loss: 0.4704 | g_loss: 2.5685
Epoch [   44/   50] | d_loss: 1.4259 | g_loss: 0.9258
Epoch [   44/   50] | d_loss: 0.4301 | g_loss: 3.7871
Epoch [   44/   50] | d_loss: 0.5454 | g_loss: 2.3950
Epoch [   44/   50] | d_loss: 0.5121 | g_loss: 2.3313
Epoch [   44/   50] | d_loss: 0.5352 | g_loss: 2.8430
Epoch [   44/   50] | d_loss: 0.6860 | g_loss: 2.9352
Epoch [   44/   50] | d_loss: 0.4526 | g_loss: 2.8731
Epoch [   45/   50] | d_loss: 0.5504 | g_loss: 2.8379
Epoch [   45/   50] | d_loss: 0.5088 | g_loss: 2.4899
Epoch [   45/   50] | d_loss: 0.4865 | g_loss: 2.6081
Epoch [   45/   50] | d_loss: 0.5172 | g_loss: 2.7905
Epoch [   45/   50] | d_loss: 0.5579 | g_loss: 1.7379
Epoch [   45/   50] | d_loss: 0.7806 | g_loss: 3.2438
Epoch [   45/   50] | d_loss: 0.4735 | g_loss: 2.6621
Epoch [   45/   50] | d_loss: 0.5443 | g_loss: 3.4681
Epoch [   45/   50] | d_loss: 0.4531 | g_loss: 2.8616
Epoch [   45/   50] | d_loss: 0.6734 | g_loss: 2.8091
Epoch [   45/   50] | d_loss: 0.5591 | g_loss: 1.9674
Epoch [   45/   50] | d_loss: 0.4955 | g_loss: 3.0138
Epoch [   45/   50] | d_loss: 2.0750 | g_loss: 5.6028
Epoch [   45/   50] | d_loss: 0.7027 | g_loss: 2.9257
Epoch [   45/   50] | d_loss: 0.4824 | g_loss: 3.3133
Epoch [   46/   50] | d_loss: 0.4887 | g_loss: 3.2667
Epoch [   46/   50] | d_loss: 0.4831 | g_loss: 2.3597
Epoch [   46/   50] | d_loss: 0.5694 | g_loss: 2.9616
Epoch [   46/   50] | d_loss: 0.4739 | g_loss: 2.7696
Epoch [   46/   50] | d_loss: 0.5527 | g_loss: 3.1677
Epoch [   46/   50] | d_loss: 0.5075 | g_loss: 2.0097
Epoch [   46/   50] | d_loss: 0.5942 | g_loss: 3.1229
Epoch [   46/   50] | d_loss: 0.4527 | g_loss: 2.8434
Epoch [   46/   50] | d_loss: 0.4586 | g_loss: 2.3302
Epoch [   46/   50] | d_loss: 0.5719 | g_loss: 2.0245
Epoch [   46/   50] | d_loss: 0.5474 | g_loss: 2.3482
Epoch [   46/   50] | d_loss: 0.4950 | g_loss: 2.9272
Epoch [   46/   50] | d_loss: 0.4885 | g_loss: 2.5682
Epoch [   46/   50] | d_loss: 0.4932 | g_loss: 2.9304
Epoch [   46/   50] | d_loss: 0.4465 | g_loss: 3.5146
Epoch [   47/   50] | d_loss: 0.4595 | g_loss: 2.9322
Epoch [   47/   50] | d_loss: 0.5233 | g_loss: 2.5034
Epoch [   47/   50] | d_loss: 0.4867 | g_loss: 2.4588
Epoch [   47/   50] | d_loss: 0.5141 | g_loss: 2.4646
Epoch [   47/   50] | d_loss: 0.4527 | g_loss: 2.3546
Epoch [   47/   50] | d_loss: 3.4508 | g_loss: 0.7649
Epoch [   47/   50] | d_loss: 0.5164 | g_loss: 2.6892
Epoch [   47/   50] | d_loss: 0.5494 | g_loss: 2.6437
Epoch [   47/   50] | d_loss: 0.6750 | g_loss: 3.7162
Epoch [   47/   50] | d_loss: 0.4607 | g_loss: 2.8446
Epoch [   47/   50] | d_loss: 0.5386 | g_loss: 3.0026
Epoch [   47/   50] | d_loss: 0.4361 | g_loss: 3.0950
Epoch [   47/   50] | d_loss: 0.5589 | g_loss: 3.7022
Epoch [   47/   50] | d_loss: 0.4278 | g_loss: 3.0794
Epoch [   47/   50] | d_loss: 0.7645 | g_loss: 2.3716
Epoch [   48/   50] | d_loss: 1.2403 | g_loss: 1.7731
Epoch [   48/   50] | d_loss: 0.4650 | g_loss: 2.6814
Epoch [   48/   50] | d_loss: 0.5799 | g_loss: 2.2876
Epoch [   48/   50] | d_loss: 0.4806 | g_loss: 2.6826
Epoch [   48/   50] | d_loss: 0.4632 | g_loss: 2.7706
Epoch [   48/   50] | d_loss: 0.7416 | g_loss: 4.2682
Epoch [   48/   50] | d_loss: 0.4373 | g_loss: 2.9315
Epoch [   48/   50] | d_loss: 0.4637 | g_loss: 3.3677
Epoch [   48/   50] | d_loss: 0.4401 | g_loss: 2.9867
Epoch [   48/   50] | d_loss: 2.0299 | g_loss: 1.9594
Epoch [   48/   50] | d_loss: 1.4618 | g_loss: 0.8655
Epoch [   48/   50] | d_loss: 1.6188 | g_loss: 1.1070
Epoch [   48/   50] | d_loss: 1.4975 | g_loss: 0.8550
Epoch [   48/   50] | d_loss: 1.4794 | g_loss: 0.9503
Epoch [   48/   50] | d_loss: 1.4313 | g_loss: 0.9787
Epoch [   49/   50] | d_loss: 1.4951 | g_loss: 0.7532
Epoch [   49/   50] | d_loss: 1.4901 | g_loss: 0.7978
Epoch [   49/   50] | d_loss: 1.3124 | g_loss: 0.9166
Epoch [   49/   50] | d_loss: 1.3760 | g_loss: 0.9413
Epoch [   49/   50] | d_loss: 1.3842 | g_loss: 0.9752
Epoch [   49/   50] | d_loss: 1.4185 | g_loss: 1.2335
Epoch [   49/   50] | d_loss: 1.4762 | g_loss: 1.0136
Epoch [   49/   50] | d_loss: 1.3410 | g_loss: 0.9562
Epoch [   49/   50] | d_loss: 1.4809 | g_loss: 0.9107
Epoch [   49/   50] | d_loss: 1.1651 | g_loss: 1.2887
Epoch [   49/   50] | d_loss: 1.0598 | g_loss: 1.9723
Epoch [   49/   50] | d_loss: 0.7963 | g_loss: 2.4895
Epoch [   49/   50] | d_loss: 2.1074 | g_loss: 0.5400
Epoch [   49/   50] | d_loss: 0.8311 | g_loss: 1.6466
Epoch [   49/   50] | d_loss: 0.6464 | g_loss: 2.3405
Epoch [   50/   50] | d_loss: 0.5482 | g_loss: 2.7622
Epoch [   50/   50] | d_loss: 0.5436 | g_loss: 2.7720
Epoch [   50/   50] | d_loss: 0.5524 | g_loss: 2.2179
Epoch [   50/   50] | d_loss: 0.4929 | g_loss: 2.4420
Epoch [   50/   50] | d_loss: 0.6865 | g_loss: 1.5519
Epoch [   50/   50] | d_loss: 0.6080 | g_loss: 2.2681
Epoch [   50/   50] | d_loss: 0.5771 | g_loss: 2.2818
Epoch [   50/   50] | d_loss: 0.6109 | g_loss: 3.0446
Epoch [   50/   50] | d_loss: 0.6472 | g_loss: 1.6879
Epoch [   50/   50] | d_loss: 0.8076 | g_loss: 3.6924
Epoch [   50/   50] | d_loss: 0.5819 | g_loss: 2.2689
Epoch [   50/   50] | d_loss: 0.5086 | g_loss: 2.8376
Epoch [   50/   50] | d_loss: 0.4697 | g_loss: 3.5375
Epoch [   50/   50] | d_loss: 0.4755 | g_loss: 2.7913
Epoch [   50/   50] | d_loss: 0.4598 | g_loss: 2.7359

fig, ax = plt.subplots()
losses = np.array(losses)
plt.plot(losses.T[0], label='Discriminator', alpha=0.5)
plt.plot(losses.T[1], label='Generator', alpha=0.5)
plt.title("Training Losses")
plt.legend()

<matplotlib.legend.Legend at 0x7fae88c31e80>

def view_samples(epoch, samples):
    fig, axes = plt.subplots(figsize=(16,4), nrows=2, ncols=8, sharey=True, sharex=True)
    for ax, img in zip(axes.flatten(), samples[epoch]):
        img = img.detach().cpu().numpy()
        img = np.transpose(img, (1, 2, 0))
        img = ((img + 1)*255 / (2)).astype(np.uint8)
        ax.xaxis.set_visible(False)
        ax.yaxis.set_visible(False)
        im = ax.imshow(img.reshape((32,32,3)))

with open('train_samples.pkl', 'rb') as f:
    samples = pkl.load(f)

_ = view_samples(-1, samples)

Question: What do you notice about your generated samples and how might you improve this model?

When you answer this question, consider the following factors:

• The dataset is biased; it is made of "celebrity" faces that are mostly white
• Model size; larger models have the opportunity to learn more features in a data feature space
• Optimization strategy; optimizers and number of epochs affect your final result

Answer: (Write your answer in this cell)

There are serveral improvements that can be made:

• A bigger and more variate face dataset.
• The actual training dataset is pretty small and our network learns to generate only a certain type of faces.
• A larger model will learn more features and train longer. For example one option will be to go for more conv/deconv layers and remofe the fully connected layer at the end
• We can use a scheduler to decay the learning rate either at specific steps (epoch) or on plateu.
• We can use different optimizers: SGD for the descriminator and keep Adam for the generator
• Add some noise to the inputs of the Discriminator and/or provide some noise in the Generator in the form of dropout
• Train for more epochs